Machine Learning

Acoustic and Facial Features From Clinical Interviews for Machine Learning–Based Psychiatric Diagnosis: Algorithm Development

Michael L Birnbaum, Avner Abrami, Stephen Heisig, Asra Ali, Elizabeth Arenare, Carla Agurto, Nathaniel Lu, John M Kane, Guillermo Cecchi

JMIR Ment Health 2022 (Jan 24); 9(1):e24699

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Automatic Assessment of Emotion Dysregulation in American, French, and Tunisian Adults and New Developments in Deep Multimodal Fusion: Cross-sectional Study

Federico Parra, Yannick Benezeth, Fan Yang

JMIR Ment Health 2022 (Jan 24); 9(1):e34333

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The Development and Validation of Simplified Machine Learning Algorithms to Predict Prognosis of Hospitalized Patients With COVID-19: Multicenter, Retrospective Study

Fang He, John H Page, Kerry R Weinberg, Anirban Mishra

J Med Internet Res 2022 (Jan 21); 24(1):e31549

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Patient Representation Learning From Heterogeneous Data Sources and Knowledge Graphs Using Deep Collective Matrix Factorization: Evaluation Study

Sajit Kumar, Alicia Nanelia, Ragunathan Mariappan, Adithya Rajagopal, Vaibhav Rajan

JMIR Med Inform 2022 (Jan 20); 10(1):e28842

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A Clinical Decision Support System for Sleep Staging Tasks With Explanations From Artificial Intelligence: User-Centered Design and Evaluation Study

Jeonghwan Hwang, Taeheon Lee, Honggu Lee, Seonjeong Byun

J Med Internet Res 2022 (Jan 19); 24(1):e28659

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Engagement With a Mobile Phone–Based Life Skills Intervention for Adolescents and Its Association With Participant Characteristics and Outcomes: Tree-Based Analysis

Raquel Paz Castro, Severin Haug, Rudolf Debelak, Robert Jakob, Tobias Kowatsch, Michael P Schaub

J Med Internet Res 2022 (Jan 19); 24(1):e28638

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Machine Learning for Cardiovascular Outcomes From Wearable Data: Systematic Review From a Technology Readiness Level Point of View

Arman Naseri Jahfari, David Tax, Marcel Reinders, Ivo van der Bilt

JMIR Med Inform 2022 (Jan 19); 10(1):e29434

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Identifying Electronic Nicotine Delivery System Brands and Flavors on Instagram: Natural Language Processing Analysis

Rob Chew, Michael Wenger, Jamie Guillory, James Nonnemaker, Annice Kim

J Med Internet Res 2022 (Jan 18); 24(1):e30257

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Crowdsourcing for Machine Learning in Public Health Surveillance: Lessons Learned From Amazon Mechanical Turk

Zahra Shakeri Hossein Abad, Gregory P Butler, Wendy Thompson, Joon Lee

J Med Internet Res 2022 (Jan 18); 24(1):e28749

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COVID-19 Mask Usage and Social Distancing in Social Media Images: Large-scale Deep Learning Analysis

Asmit Kumar Singh, Paras Mehan, Divyanshu Sharma, Rohan Pandey, Tavpritesh Sethi, Ponnurangam Kumaraguru

JMIR Public Health Surveill 2022 (Jan 18); 8(1):e26868

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Harnessing Artificial Intelligence for Health Message Generation: The Folic Acid Message Engine

Ralf Schmälzle, Shelby Wilcox

J Med Internet Res 2022 (Jan 18); 24(1):e28858

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Improving Diabetes-Related Biomedical Literature Exploration in the Clinical Decision-making Process via Interactive Classification and Topic Discovery: Methodology Development Study

Adrian Ahne, Guy Fagherazzi, Xavier Tannier, Thomas Czernichow, Francisco Orchard

J Med Internet Res 2022 (Jan 18); 24(1):e27434

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Assessment of Natural Language Processing Methods for Ascertaining the Expanded Disability Status Scale Score From the Electronic Health Records of Patients With Multiple Sclerosis: Algorithm Development and Validation Study

Zhen Yang, Chloé Pou-Prom, Ashley Jones, Michaelia Banning, David Dai, Muhammad Mamdani, Jiwon Oh, Tony Antoniou

JMIR Med Inform 2022 (Jan 12); 10(1):e25157

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Sequential Data–Based Patient Similarity Framework for Patient Outcome Prediction: Algorithm Development

Ni Wang, Muyu Wang, Yang Zhou, Honglei Liu, Lan Wei, Xiaolu Fei, Hui Chen

J Med Internet Res 2022 (Jan 06); 24(1):e30720

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Developing a Machine Learning Model to Predict Severe Chronic Obstructive Pulmonary Disease Exacerbations: Retrospective Cohort Study

Siyang Zeng, Mehrdad Arjomandi, Yao Tong, Zachary C Liao, Gang Luo

J Med Internet Res 2022 (Jan 06); 24(1):e28953

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Prediction of Physical Frailty in Orthogeriatric Patients Using Sensor Insole–Based Gait Analysis and Machine Learning Algorithms: Cross-sectional Study

Moritz Kraus, Maximilian Michael Saller, Sebastian Felix Baumbach, Carl Neuerburg, Ulla Cordula Stumpf, Wolfgang Böcker, Alexander Martin Keppler

JMIR Med Inform 2022 (Jan 05); 10(1):e32724

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A Deep Residual U-Net Algorithm for Automatic Detection and Quantification of Ascites on Abdominopelvic Computed Tomography Images Acquired in the Emergency Department: Model Development and Validation

Hoon Ko, Jimi Huh, Kyung Won Kim, Heewon Chung, Yousun Ko, Jai Keun Kim, Jei Hee Lee, Jinseok Lee

J Med Internet Res 2022 (Jan 03); 24(1):e34415

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Benchmarking Effectiveness and Efficiency of Deep Learning Models for Semantic Textual Similarity in the Clinical Domain: Validation Study

Qingyu Chen, Alex Rankine, Yifan Peng, Elaheh Aghaarabi, Zhiyong Lu

JMIR Med Inform 2021 (Dec 30); 9(12):e27386

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Temporal Variations and Spatial Disparities in Public Sentiment Toward COVID-19 and Preventive Practices in the United States: Infodemiology Study of Tweets

Alexander Kahanek, Xinchen Yu, Lingzi Hong, Ana Cleveland, Jodi Philbrick

JMIR Infodemiology 2021 (Dec 30); 1(1):e31671

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A Novel Deep Learning–Based System for Triage in the Emergency Department Using Electronic Medical Records: Retrospective Cohort Study

Li-Hung Yao, Ka-Chun Leung, Chu-Lin Tsai, Chien-Hua Huang, Li-Chen Fu

J Med Internet Res 2021 (Dec 27); 23(12):e27008

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